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Prompt Engineering

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Trend Feed: Prompt Engineering

Daily items the curator mapped to this module.

Mon, Sep 21, 2026

01
S1 · Prompt Engineeringintermediate · 2 min

GLM 5.3 Hosted by Mistral

  • Surfaced from Hacker News.
  • Open the source to read the details.

Why it matters. Relevant to Prompt Engineering. No strong keyword match; defaulted to prompt engineering. Read it through that lens.

Fri, Sep 18, 2026

Thu, Sep 17, 2026

Tue, Sep 15, 2026

04
S1 · Prompt Engineeringintermediate · 2 min

Anthropic's Claude for Financial Advisors Sparks Industry Debate - Wealth Management

  • Anthropic's Claude for Financial Advisors Sparks Industry Debate Wealth Management
  • Open the source to inspect the project and its documentation.

Why it matters. Relevant to Prompt Engineering. No strong keyword match; defaulted to prompt engineering. Read it through that lens.

Sun, Sep 13, 2026

05
S1 · Prompt Engineeringintermediate · 2 min

Perplexity trusts GPT-6 Astra with end-to-end systems

  • Perplexity uses Astra to write communications, change software, and monitor production systems, and checks in much less frequently than with earlier models.
  • Open the source to inspect the project and its documentation.

Why it matters. Relevant to Prompt Engineering. No strong keyword match; defaulted to prompt engineering. Read it through that lens.

Sun, Sep 13, 2026

Sat, Sep 12, 2026

07
S1 · Prompt Engineeringintermediate · 2 min

Perplexity trusts GPT-6 Astra with end-to-end systems

  • Perplexity uses Astra to write communications, change software, and monitor production systems, and checks in much less frequently than with earlier models.
  • Open the source to inspect the project and its documentation.

Why it matters. Relevant to Prompt Engineering. No strong keyword match; defaulted to prompt engineering. Read it through that lens.

Fri, Sep 11, 2026

Thu, Sep 10, 2026

Wed, Sep 9, 2026

10
S1 · Prompt Engineeringintermediate · 2 min

GPT-6 Astra, Looped Transformers, and Hidden Reasoning

  • A Look at Recurrent Depth, Hidden Chains of Thought, and Recent Research on Looping Transformer Blocks
  • Open the source to inspect the project and its documentation.

Why it matters. Relevant to Prompt Engineering. No strong keyword match; defaulted to prompt engineering. Read it through that lens.

Tue, Sep 8, 2026

Tue, Sep 8, 2026

Sat, Sep 5, 2026

Sat, Sep 5, 2026

14
S1 · Prompt Engineeringintermediate · 2 min

The Pelican comparison grid for Astra is pretty interesting

  • I got access to GPT-6 Astra this afternoon, so naturally I used it to generate SVGs of pelicans riding bicycles - at low, medium, high, xhigh and max reasoning levels (Astra doesn't support reasoning=none).
  • Then I rendered those pelicans in a comparison grid with GPT-5.6 Sol, Terra, and Luna, and beyond being fun the result was surprisingly useful.
  • See the grid for full quality images.

Why it matters. Relevant to Prompt Engineering. No strong keyword match; defaulted to prompt engineering. Read it through that lens.

Fri, Sep 4, 2026

Fri, Sep 4, 2026

Fri, Sep 4, 2026

Wed, Sep 2, 2026

Sun, Aug 30, 2026

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Sat, Aug 15, 2026

25
S1 · Prompt Engineeringintermediate · 2 min

How Claude's text watermarking works - Anthropic

  • <a href="https://news.google.com/rss/articles/CBMiYkFVX3lxTE8xMjZ5Ynd3TkptcUFtRGZxalN0VUxKTWRxSktRTkhsa1llV0w0OUphLXRYWDkyaGJvendtY0drMTRCTWV1QjJxeVc5MzFxb2NXQVpXRWhRZDY3eC1Zak5QZWV3?oc=5" target="_blank">How Claude's…
  • Open the source to inspect the project and its documentation.

Why it matters. Relevant to Prompt Engineering. No strong keyword match; defaulted to prompt engineering. Read it through that lens.

Fri, Aug 14, 2026

Thu, Aug 13, 2026

Mon, Aug 10, 2026

Mon, Aug 10, 2026

Mon, Aug 10, 2026

Mon, Aug 10, 2026

Sun, Aug 9, 2026

Sun, Aug 9, 2026

Sun, Aug 9, 2026

34
S1 · Prompt Engineeringintermediate · 2 min

What LLMs Should Do

  • Surfaced from Hacker News.
  • Open the source to read the details.

Why it matters. Relevant to Prompt Engineering. No strong keyword match; defaulted to prompt engineering. Read it through that lens.

Sat, Aug 8, 2026

Sat, Aug 8, 2026

Sat, Aug 8, 2026

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Tue, Aug 4, 2026

Mon, Aug 3, 2026

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Mon, Aug 3, 2026

66
S1 · Prompt Engineeringintermediate · 2 min

LLM Writing and Me

  • Surfaced from Hacker News.
  • Open the source to read the details.

Why it matters. Relevant to From Prompts to Harnesses. No strong keyword match; defaulted to foundations. Read it through that lens.

Mon, Aug 3, 2026

Mon, Aug 3, 2026

68
S1 · Prompt Engineeringintermediate · 2 min

Llama-Apps

  • Surfaced from Hacker News.
  • Open the source to read the details.

Why it matters. Relevant to From Prompts to Harnesses. No strong keyword match; defaulted to foundations. Read it through that lens.

Mon, Aug 3, 2026

Sun, Aug 2, 2026

Sun, Aug 2, 2026

Sun, Aug 2, 2026

Sun, Aug 2, 2026

Sun, Aug 2, 2026

Sat, Aug 1, 2026

75
S1 · Prompt Engineeringintermediate · 2 min

How to Prompt Any LLM?

  • Surfaced from Hacker News.
  • Open the source to read the details.

Why it matters. Relevant to From Prompts to Harnesses. Matched From Prompts to Harnesses on: prompt. Read it through that lens.

Sat, Aug 1, 2026

Sat, Aug 1, 2026

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209
S1 · Prompt Engineeringintermediate · 2 min

Bytechef open source platform for AI agent orchestration and workflow automation

  • Surfaced from Hacker News (agents).
  • Open the source to read the details.

Why it matters. Relevant to From Prompts to Harnesses. Matched From Prompts to Harnesses on: agent, orchestration. Read it through that lens.

Thu, Jul 9, 2026

Thu, Jul 9, 2026

211
S1 · Prompt Engineeringintermediate · 2 min

Introducing GPT‑Live

  • <p><strong><a href="https://openai.com/index/introducing-gpt-live/">Introducing GPT‑Live</a></strong></p> OpenAI <em>finally</em> upgraded the model used by ChatGPT voice mode!</p> <p>I've had preview access for a few…
  • It also has the ability to spin off harder tasks to GPT-5.5:</p> <blockquote> <p>For questions that require web search, deeper reasoning, or more complex work, it delegates to our latest frontier model behind the scen…
  • While it works, GPT‑Live can keep

Why it matters. Relevant to From Prompts to Harnesses. No strong keyword match; defaulted to foundations. Read it through that lens.

Wed, Jul 8, 2026

Wed, Jul 8, 2026

Wed, Jul 8, 2026

Wed, Jul 8, 2026

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Tue, Jul 7, 2026

219

Show HN: TraceGen – realistic OpenTelemetry traces, incl. AI-agent, one binary

  • Surfaced from Hacker News (agents).
  • Open the source to read the details.

Why it matters. Relevant to Evaluation & Observability. Matched Evaluation & Observability on: telemetry, opentelemetry. Read it through that lens.

Tue, Jul 7, 2026

Tue, Jul 7, 2026

Mon, Jul 6, 2026

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267
S1 · Prompt Engineeringintermediate · 2 min

Show HN: Llama Legends

  • Surfaced from Hacker News.
  • Open the source to read the details.

Why it matters. Relevant to From Prompts to Harnesses. No strong keyword match; defaulted to foundations. Read it through that lens.

Sun, Jun 28, 2026

Sun, Jun 28, 2026

Sun, Jun 28, 2026

Sun, Jun 28, 2026

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286
D3 · Retrieval & RAGintermediate · 3 min

Study: long context does not replace retrieval for large corpora

  • Stuffing more documents into a long window still suffers lost-in-the-middle degradation.
  • Selective retrieval with reranking beat naive long-context stuffing on grounded QA.
  • Cost scaled roughly with context length, eroding the convenience argument.

Why it matters. Reinforces a core RAG lesson: a bigger window is a budget, not a dumping ground. Curate and rerank rather than paste everything.

Quick check: What is the most likely cause of mid-document accuracy loss when stuffing a long window?
  1. Correct: Lost-in-the-middle: models attend most to the start and end
  2. The tokenizer corrupts the middle tokens
  3. A hard context limit truncates the middle
  4. Reranking always removes the middle

Position bias means key facts buried mid-context are under-attended; rerank to place them at the edges.

Tue, Jun 23, 2026